{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 美国共享单车数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pandas 常用方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"day.csv\") \n",
    "#读取文件可以打开到相对路径下，也可以直接读取绝对路径加文件名\n",
    "data.head()  \n",
    "#前10行数据\n",
    "#data.tail() 最后10行\n",
    "#data.shape 显示维度及行数\n",
    "#data.info() 数据表基本信息\n",
    "#data.dtypes 显示没一列数据类型\n",
    "#data.isnull() 显示空值\n",
    "#data.values 查看数据表值\n",
    "#data.columns 查看数据列名\n",
    "#data.fillna(value=0)用数字0 填充空值，day.csv无空值\n",
    "#data['instant'].mean() 显示instant列均值\n",
    "#data['instant'].fillna(data['instant'].mean()) 用instant 均值填补 空值\n",
    "#data.corr() 数据表的相关性分析\n",
    "#data.describe().round(2).T 数据表描述性统计，round(2)保留2位小数，T转置，T必须为大写\n",
    "#pd.date_range('20130102',periods =6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum() \n",
    "#统计各列所含空值个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape\n",
    "#数据表样本数及列数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()\n",
    "#数据表描述性统计，mean 均值、std 标准差"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单变量分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1946382bbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#目标共享单车使用量的直方图/分布\n",
    "fig = plt.figure()\n",
    "#figure 创建图窗窗口\n",
    "sns.distplot(data.cnt.values,bins=20 ,kde=True)\n",
    "#bins 代表矩形图数量，kde代表是否显示核密度估计图\n",
    "plt.xlabel(\"bike-sharing numbers\",fontsize=20,FontWeight='bold',color='r',fontname='STFangSong')\n",
    "#xlabel x轴标签， ylable y轴标签 fontsize指标签字体大小，fontweight 是否加粗，color 字体颜色，fontname 字体类型\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Distribution of numbers')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x194636be5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#单个特征散点图\n",
    "plt.scatter(range(data.shape[0]),data.cnt.values,color='b',marker=\"d\")\n",
    "plt.legend('y')\n",
    "#标识图中各个线条，此图只有一个\n",
    "plt.title(\"Distribution of numbers\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 15 columns):\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(10), object(1)\n",
      "memory usage: 85.7+ KB\n"
     ]
    }
   ],
   "source": [
    "#删除第一列序列，此特征对共享单车使用量无影响\n",
    "#del data['instant']\n",
    "data.shape\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 连续型特征描述"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 输入数据表属性的直方图/分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1946389e0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#气温摄氏度的直方图\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.temp.values,bins=30,kde=True,color='r')\n",
    "plt.xlabel('temp',fontsize=12)\n",
    "plt.show()\n",
    "#温度数据已做归一化处理，接近正态分布，符合预期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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P3RgtT1mx/bVVdWm//dvp/hicMoUvUxrk8I0OII0jya8Br6GbehDgkXRFvP842gvAI4Bru27vPp1u2rFlX637x9/+Zv/+jhUf/2b/7y/77mQIVXVfP+nBD6zrC5EmwELXptXPavMe4Ll0p1e+k2Q3XVHvP+rcnXSF/OSq+s8JRfju2Nn9JAfzNj6/DjGectFmtjzn6RJAkl+nmwADuiPrLUmOgO4Imq78L0xyTL/9cUl+Zoznf3qSFyU5HHg18C26eWKlDWGha9OqquuBPweupivwH6Mbqxq6uSj3AP+V5M5+3euBm4Brknydbmz6J40R4TLgV4C7gBcDL+rPp0sbwvHQpXVIcgHwhKo6Z6OzSMs8QpekRljoktQIT7lIUiM8QpekRljoktQIC12SGmGhS1IjLHRJaoSFLkmN+H/wjTb1ON8BKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1946391cda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#体感温度的直方图\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.atemp.values,bins=30,kde=False,color='b')\n",
    "plt.xlabel('atemp',fontsize=12)\n",
    "plt.show()\n",
    "#体感温度与温度数据相关性比较大，可能存在冗余，考虑删除一个"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19463bfc7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#湿度的直方图\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.hum.values,bins=30,kde=False,color='r')\n",
    "plt.xlabel('hum',fontsize=12,color='b')\n",
    "plt.show()\n",
    "#湿度数据接近正态分布，按常理也比较合理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x194639d9550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#风速的直方图\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.windspeed.values,bins=30,kde=False,color='b')\n",
    "plt.xlabel('windspeed',fontsize=12,color='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19463d22eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#非注册用户个数\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.casual.values,bins=30,kde=False,color='b')\n",
    "plt.xlabel('casual',fontsize=12,color='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19463dc4d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#注册用户个数\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.registered.values,bins=30,kde=False,color='b')\n",
    "plt.xlabel('registered',fontsize=12,color='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 离散型特征描述\n",
    "    年份、日期猜测与共享单车数量无关，做模型训练时，先根据年份筛选测试数据后，考虑删除这两个特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19463c83208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#季节数据\n",
    "sns.countplot(data.season);\n",
    "plt.xlabel('season');\n",
    "#季节数据属于类别特征，做模型训练时查怎么使用独热编码替换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19463ddcc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#月份数据\n",
    "sns.countplot(data.mnth);\n",
    "plt.xlabel('mnth');\n",
    "#月份数据属于类别特征，做模型训练时查怎么使用独热编码替换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19464ed76a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#节假日\n",
    "sns.countplot(data.holiday);\n",
    "plt.xlabel('holiday');\n",
    "#是否节假日也是类别特征，做模型训练时查怎么使用独热编码替换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+0nee6UoykWSH7v4TgcOA7/abanhV9a6qWlRVixn8t391VR3Tc6yhJdm2u7iBbmrmJcCcuZqvqn4I3J9kr27XoUBvF2iM1Sepx8HjYcmPJBcABwMLk6wGTqmqs/pNNbQDgdcDt3bz+ADv7j5lPxfsAizvrobbAri4qubcpaJz2M7A5wa/Z7AA+I+q+mK/kabteOD87hfUe4Bj+wriZa6SpCanmCRJTRaEJKnJgpAkNVkQkqQmC0KS1GRBSJtZkmuTPOr3CSd5Y5KPz1YmaSYsCElSkwWheS/JSUne2t0/LcnV3f1Dk5yX5CVJbkxyc5LPdOtEkWS/JNd1i8J9qVuqfOrrbpFkeZJ/6baPTfK9JNcx+EDgunGvTHJTtzjbl5Ps3D33riQTU17r7iQLZ+mvRbIgJOB64AXd/SXAdt16UH8B3Aq8FzisWwBuBXBi9/jpwJFVtR9wNnDqlNdcAJwPfK+q3tuVx/sZFMOLgb2njP0KcEC3ONuFwElV9XvgPOB13ZjDgG/P1e840NzkUhvS4EuJ9uvW8PkNcDODongBg3W49ga+2i3fsDVwI7AX8Gzgym7/lsCaKa/57wyW2VhXGn8OXFtVkwBJLgKe0T22CLioK5Gtge93+88GLmOw/PabgHM2659a2gQLQvNeVf22W730WOBrwHeAFwFPZ/CP9ZVVdfTU5yR5DnB7VW3s6yC/BrwoyYer6tfr3mojY08HPlJVlyc5GHhfl+v+JA8mOYRBwbxuI8+XRsIpJmngeuAd3e0NwN8CtwBfBw5M8scASbZJ8gzgTmBi3fcFJ9kqyZ9Meb2zgCuAzyRZwOBLjw5O8uRueuqoKWP/APhBd3/pBrnOZDDVdHFV/W6z/WmlIVgQ0sANDFZivbGqHgR+zeB7gSeBNwIXJPkOg8J4Zvd1tEcCH0zybQZl8vypL9gtV34z8GngQQZHBjcCX+72r/M+BkVyA7DhOYbLge1wekk9cDVXaYx1n6c4rapesMnB0mbmOQhpTCU5Gfg7PPegnngEIUlq8hyEJKnJgpAkNVkQkqQmC0KS1GRBSJKaLAhJUtP/AZ9XVpIX0Qg7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19464eddcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#星期几\n",
    "sns.countplot(data.weekday);\n",
    "plt.xlabel('weekday');\n",
    "#星期几也是类别特征，做模型训练时查怎么使用独热编码替换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19464fbc7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#是否工作日\n",
    "sns.countplot(data.workingday);\n",
    "plt.xlabel('workingday');\n",
    "#是否工作日也是类别特征，做模型训练时查怎么使用独热编码替换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1946500a4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#天气\n",
    "sns.countplot(data.weathersit);\n",
    "plt.xlabel('weathersit');\n",
    "#天气也是类别特征，做模型训练时查怎么使用独热编码替换"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 两两特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001844</td>\n",
       "      <td>0.831440</td>\n",
       "      <td>0.010537</td>\n",
       "      <td>0.003080</td>\n",
       "      <td>0.012485</td>\n",
       "      <td>0.019211</td>\n",
       "      <td>0.334315</td>\n",
       "      <td>0.342876</td>\n",
       "      <td>0.205445</td>\n",
       "      <td>0.229046</td>\n",
       "      <td>0.210399</td>\n",
       "      <td>0.411623</td>\n",
       "      <td>0.406100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yr</th>\n",
       "      <td>0.001844</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001792</td>\n",
       "      <td>0.007954</td>\n",
       "      <td>0.005461</td>\n",
       "      <td>0.002013</td>\n",
       "      <td>0.048727</td>\n",
       "      <td>0.047604</td>\n",
       "      <td>0.046106</td>\n",
       "      <td>0.110651</td>\n",
       "      <td>0.011817</td>\n",
       "      <td>0.248546</td>\n",
       "      <td>0.594248</td>\n",
       "      <td>0.566710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mnth</th>\n",
       "      <td>0.831440</td>\n",
       "      <td>0.001792</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.019191</td>\n",
       "      <td>0.009509</td>\n",
       "      <td>0.005901</td>\n",
       "      <td>0.043528</td>\n",
       "      <td>0.220205</td>\n",
       "      <td>0.227459</td>\n",
       "      <td>0.222204</td>\n",
       "      <td>0.207502</td>\n",
       "      <td>0.123006</td>\n",
       "      <td>0.293488</td>\n",
       "      <td>0.279977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>0.010537</td>\n",
       "      <td>0.007954</td>\n",
       "      <td>0.019191</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.101960</td>\n",
       "      <td>0.253023</td>\n",
       "      <td>0.034627</td>\n",
       "      <td>0.028556</td>\n",
       "      <td>0.032507</td>\n",
       "      <td>0.015937</td>\n",
       "      <td>0.006292</td>\n",
       "      <td>0.054274</td>\n",
       "      <td>0.108745</td>\n",
       "      <td>0.068348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekday</th>\n",
       "      <td>0.003080</td>\n",
       "      <td>0.005461</td>\n",
       "      <td>0.009509</td>\n",
       "      <td>0.101960</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.035790</td>\n",
       "      <td>0.031087</td>\n",
       "      <td>0.000170</td>\n",
       "      <td>0.007537</td>\n",
       "      <td>0.052232</td>\n",
       "      <td>0.014282</td>\n",
       "      <td>0.059923</td>\n",
       "      <td>0.057367</td>\n",
       "      <td>0.067443</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           season        yr      mnth   holiday   weekday  workingday  \\\n",
       "season   1.000000  0.001844  0.831440  0.010537  0.003080    0.012485   \n",
       "yr       0.001844  1.000000  0.001792  0.007954  0.005461    0.002013   \n",
       "mnth     0.831440  0.001792  1.000000  0.019191  0.009509    0.005901   \n",
       "holiday  0.010537  0.007954  0.019191  1.000000  0.101960    0.253023   \n",
       "weekday  0.003080  0.005461  0.009509  0.101960  1.000000    0.035790   \n",
       "\n",
       "         weathersit      temp     atemp       hum  windspeed    casual  \\\n",
       "season     0.019211  0.334315  0.342876  0.205445   0.229046  0.210399   \n",
       "yr         0.048727  0.047604  0.046106  0.110651   0.011817  0.248546   \n",
       "mnth       0.043528  0.220205  0.227459  0.222204   0.207502  0.123006   \n",
       "holiday    0.034627  0.028556  0.032507  0.015937   0.006292  0.054274   \n",
       "weekday    0.031087  0.000170  0.007537  0.052232   0.014282  0.059923   \n",
       "\n",
       "         registered       cnt  \n",
       "season     0.411623  0.406100  \n",
       "yr         0.594248  0.566710  \n",
       "mnth       0.293488  0.279977  \n",
       "holiday    0.108745  0.068348  \n",
       "weekday    0.057367  0.067443  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#获取所有字段值\n",
    "cols=data.columns\n",
    "data_corr = data.corr().abs() \n",
    "#corr 为相关性函数，abs 为求绝对值函数\n",
    "data_corr.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465a76320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(13,9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "sns.heatmap(data_corr,mask = data_corr < 1, cbar=False)\n",
    "\n",
    "plt.savefig('bike_coor.png')\n",
    "plt.show()\n",
    "\n",
    "#温度及体感温度，相关性接近于1 ，训练模型时考虑删除一个特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 0.99\n",
      "registered and cnt = 0.95\n",
      "season and mnth = 0.83\n",
      "casual and cnt = 0.67\n",
      "atemp and cnt = 0.63\n",
      "temp and cnt = 0.63\n",
      "yr and registered = 0.59\n",
      "weathersit and hum = 0.59\n",
      "yr and cnt = 0.57\n",
      "atemp and registered = 0.54\n",
      "atemp and casual = 0.54\n",
      "temp and casual = 0.54\n",
      "temp and registered = 0.54\n",
      "workingday and casual = 0.52\n"
     ]
    }
   ],
   "source": [
    "threshold = 0.5\n",
    "corr_list = []\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "for i in range(0,size):\n",
    "#    print(i)\n",
    "    for j in range(i,size):\n",
    "#        print(data_corr.iloc[i,j],i,j)\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1 ) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j])\n",
    "            \n",
    "s_corr_list = sorted(corr_list,key = lambda x: -abs(x[0]))\n",
    "#print(s_corr_list)\n",
    "\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i+1],cols[j+1],v))\n",
    "#    print (cols[0])\n",
    "# 由于数据表中日期字段没进行相关性分析，取数据表字段的时候，数据日期会占用一个索引，所以每个索引值加1\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19463ca15c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465e6c8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19464ee3c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465c16c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465a02c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465a1b940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x194655445c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465810438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465d5d828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465bd6470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x194654d86a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1946591e7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x194655be748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19465d18e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data,size = 6,x_vars=cols[i+1],y_vars=cols[j+1])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
